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  1. Plot the support vectors in LinearSVC — scikit-...

    subplot ( 1 , 2 , i + 1 ) plt . scatter ( X [:, 0 ], X [:, 1 ], c...colors = "k" , levels = [ - 1 , 0 , 1 ], alpha = 0.5 , linestyles...
    scikit-learn.org/stable/auto_examples/svm/plot_linearsvc_support_vectors.html
    Fri Dec 20 11:14:14 UTC 2024
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  2. Approximate nearest neighbors in TSNE — scikit-...

    0 * perplexity + 1 ) + 1 tsne_params = dict ( init =...improved since scikit-learn 1.1. Furthermore, the brute-force...
    scikit-learn.org/stable/auto_examples/neighbors/approximate_nearest_neighbors.html
    Fri Dec 20 11:14:14 UTC 2024
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  3. SVM: Weighted samples — scikit-learn 1.6.0 docu...

    ) + [ 1 , 1 ], np . random . randn ( 10 , 2 )] y = [ 1 ] * 10.... scatter ( X [:, 0 ], X [:, 1 ], c = y , s = 100 * sample_weight...
    scikit-learn.org/stable/auto_examples/svm/plot_weighted_samples.html
    Fri Dec 20 11:14:18 UTC 2024
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  4. Combine predictors using stacking — scikit-lear...

    unknown_value =- 1 , encoded_missing_value =- 2 ,...coded_value', unknown_value=-1), <sklearn.compose._column_tr...
    scikit-learn.org/stable/auto_examples/ensemble/plot_stack_predictors.html
    Fri Dec 20 11:14:14 UTC 2024
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  5. check_cv — scikit-learn 1.6.0 documentation

    y = [ 1 , 1 , 0 , 0 , 0 , 0 ], classifier...
    scikit-learn.org/stable/modules/generated/sklearn.model_selection.check_cv.html
    Fri Dec 20 11:14:16 UTC 2024
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  6. Underfitting vs. Overfitting — scikit-learn 1.6...

    subplot ( 1 , len ( degrees ), i + 1 ) plt . setp ( ax...function (polynomial with degree 1) is not sufficient to fit the...
    scikit-learn.org/stable/auto_examples/model_selection/plot_underfitting_overfitting.html
    Fri Dec 20 11:14:18 UTC 2024
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  7. Vector Quantization Example — scikit-learn 1.6....

    bin_edges [: - 1 ] + ( bin_edges [ 1 :] - bin_edges [: - 1 ]) / 2 bin_center...bin_edges [: - 1 ] + ( bin_edges [ 1 :] - bin_edges [: - 1 ]) / 2 bin_center...
    scikit-learn.org/stable/auto_examples/cluster/plot_face_compress.html
    Fri Dec 20 11:14:18 UTC 2024
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  8. column_or_1d — scikit-learn 1.6.0 documentation

    >>> column_or_1d ([ 1 , 1 ]) array([1, 1]) On this page Show...type for y . Added in version 1.2. warn bool, default=False To...
    scikit-learn.org/stable/modules/generated/sklearn.utils.validation.column_or_1d.html
    Fri Dec 20 11:14:16 UTC 2024
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  9. How to optimize for speed — scikit-learn 1.7.de...

    py : 18 ( _pos ) 1 0.053 0.053 1.681 1.681 nmf . py : 352 (...: 337 ( __init__ ) 1 0.000 0.000 1.681 1.681 nmf . py : 461 (...
    scikit-learn.org/dev/developers/performance.html
    Fri Dec 20 11:14:15 UTC 2024
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  10. make_biclusters — scikit-learn 1.6.0 documentation

    shape[1]) The indicators for cluster membership...for biclustering. References [ 1 ] Dhillon, I. S. (2001, August)....
    scikit-learn.org/stable/modules/generated/sklearn.datasets.make_biclusters.html
    Fri Dec 20 11:14:16 UTC 2024
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